haberman

The dataset contains cases from a study that was conducted between
1958 and 1970 at the University of Chicago's Billings Hospital on
the survival of patients who had undergone surgery for breast
cancer.

datasets

Class imbalance usually damages the performance of classifiers. Thus, it is
important to treat data before applying a classifier algorithm. This package
includes recent resampling algorithms in the literature: (Barua et al. 2014)
<doi:10.1109/tkde.2012.232>; (Das et al. 2015) <doi:10.1109/tkde.2014.2324567>,
(Zhang et al. 2014) <doi:10.1016/j.inffus.2013.12.003>; (Gao et al. 2014)
<doi:10.1016/j.neucom.2014.02.006>; (Almogahed et al. 2014)
<doi:10.1007/s00500-014-1484-5>. It also includes an useful interface to
perform oversampling.

Ignacio Cord<c3><b3>n

imbalance

Preprocessing Algorithms for Imbalanced Datasets

Salvador Garc<c3><ad>a

Alberto Fern<c3><a1>ndez

Francisco Herrera

haberman function

A data frame with 306 instances, 81 of which belong to positive class,
and 4 variables:<dl class="dl-horizontal">
 <dt>Age</dt><dd>Age of patient at time of operation. Discrete attribute.</dd>
 <dt>Year</dt><dd>Patient's year of operation. Discrete attribute.</dd>
 <dt>Positive</dt><dd>Number of positive axillary nodes detected. Discrete attribute.</dd>
 <dt>Class</dt><dd>Two possible survival status: positive(survival rate of less than 5 years),
 negative (survival rate or more than 5 years).</dd>
</dl>

Format

Haberman's survival data — haberman

A data frame with 306 instances, 81 of which belong to positive class,
and 4 variables:<dl class='dl-horizontal'>
 <dt>Age</dt><dd>Age of patient at time of operation. Discrete attribute.</dd>
 <dt>Year</dt><dd>Patient's year of operation. Discrete attribute.</dd>
 <dt>Positive</dt><dd>Number of positive axillary nodes detected. Discrete attribute.</dd>
 <dt>Class</dt><dd>Two possible survival status: positive(survival rate of less than 5 years),
 negative (survival rate or more than 5 years).</dd>
</dl>

haberman: Haberman's survival data

Description

Usage

Arguments

Format

See Also